If an ultra-wealthy individual decides to become an endowment for a college and spend a small portion of their earnings each year administering the college, are

If an ultra-wealthy individual decides to become an endowment for a college and spend a small portion of their earnings each year administering the college, are we no longer supposed to tax them?